Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "36"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 36 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 71 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 69 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 36, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.175553 7.905466 0.063993 -0.131726 1.262207 2.096212 0.411087 2.385333 0.6765 0.6776 0.3946 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.803853 9.837569 -0.021966 -0.075139 13.586348 13.496680 0.898572 0.857780 0.7564 0.7496 0.3224 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.845085 13.120256 0.864798 0.694327 2.168556 2.444370 2.256698 2.300297 0.7215 0.7196 0.3519 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.873059 8.155867 -0.183563 -0.084809 1.395180 1.610202 0.345126 2.015938 0.6850 0.6783 0.3946 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 187.044850 183.775046 inf inf 3779.147529 3792.048149 16671.056045 16776.787258 nan nan nan nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.966731 17.483578 1.008243 0.842746 0.491361 1.827756 1.040309 0.850104 0.6784 0.6803 0.3895 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.752211 9.982104 1.176072 0.849002 1.073651 2.313772 -0.086999 1.597104 0.7228 0.7292 0.3326 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.972001 11.770929 1.036755 0.695105 0.147453 0.593612 1.056692 4.896971 0.6792 0.6831 0.3984 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.512826 6.931949 0.098840 0.208081 0.029332 0.700731 1.240935 1.727930 0.6612 0.6764 0.4179 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.326776 10.704856 1.293529 0.985549 0.863958 1.477756 3.035640 14.053376 0.6697 0.6814 0.4085 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.448982 11.864793 0.858494 0.674318 3.574514 5.331404 0.665335 3.142285 0.6993 0.6789 0.3923 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.530393 12.901118 1.296933 0.991557 1.029112 2.443035 -0.368775 1.637008 0.7135 0.7084 0.3959 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.462764 17.548939 0.119145 0.036730 2.737811 3.479603 3.154507 1.713714 0.6982 0.6761 0.3854 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.603479 13.876696 0.600271 0.505541 0.579359 0.984662 0.062421 0.428837 0.7053 0.6787 0.3860 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.289750 12.545622 0.942205 0.808689 2.416892 4.418416 0.569188 0.348563 0.6982 0.6802 0.3952 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.018715 9.933727 1.068991 0.793344 1.919293 2.408856 0.116858 -0.033492 0.7085 0.6800 0.3886 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.600218 15.998548 0.626383 0.461990 0.311550 1.520946 0.339101 1.063323 0.7094 0.6884 0.3917 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.298482 14.492245 0.539042 0.453894 1.899902 2.457172 1.109633 0.961099 0.7129 0.7025 0.3875 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.152142 14.573125 1.211722 0.799232 0.996266 1.694226 1.896962 1.037172 0.6959 0.6790 0.4083 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.870346 10.333174 0.683785 0.469956 0.037163 0.447918 2.441298 0.740446 0.7105 0.6846 0.4053 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.014050 11.690401 0.750285 0.619963 0.421232 1.412974 0.682543 0.261469 0.7109 0.6865 0.3976 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.800719 13.932980 0.887162 0.851410 2.212603 3.235887 1.631069 0.202479 0.7290 0.7040 0.3712 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.773215 15.169881 0.894126 -0.573742 0.744302 0.908044 0.917132 2.230939 0.7074 0.6803 0.4176 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.123291 10.802251 0.498599 0.161137 0.333021 0.724400 0.558871 0.345828 0.6997 0.6675 0.4075 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.817209 9.243431 0.463237 -0.681730 1.796591 2.064196 -0.109778 0.071558 0.6858 0.7001 0.4215 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.089268 6.737148 0.514920 0.420242 0.931396 1.069311 0.245630 0.382363 0.7112 0.6770 0.4226 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.842988 7.306042 0.347522 -0.590080 1.118278 1.628816 0.007135 0.122877 0.7197 0.6770 0.4173 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.241231 5.783831 0.477717 0.306265 1.130388 0.643031 0.494601 0.514272 0.7256 0.6812 0.4100 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.930102 6.467447 0.565062 0.258802 1.083081 1.116100 0.046378 0.401780 0.7346 0.6878 0.4239 3.141789 2.594408
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.336733 9.681288 4.443893 3.041124 3.232757 3.449734 6.952385 6.686254 0.0229 0.0228 0.0003 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.547688 9.438150 0.268474 -0.575805 1.124383 0.840911 -0.075005 0.243882 0.7258 0.7047 0.4050 3.088899 2.553626
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.518046 11.361278 0.232853 -0.748641 0.679636 0.495966 0.447578 0.465646 0.7098 0.7242 0.4334 3.474946 3.028325
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.565054 10.662426 -0.016337 -0.404137 0.313249 -0.243482 0.157122 0.414295 0.7211 0.7414 0.4434 3.348374 2.622967
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.214019 8.338323 0.042118 -0.191187 0.402541 0.594540 0.421164 0.934878 0.7484 0.6914 0.4278 3.116597 2.644382
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.201833 8.645750 -0.396085 -0.092569 0.155983 0.484518 -0.116255 0.322017 0.8301 0.8335 0.2479 4.767948 4.771387
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.501669 7.825513 0.181968 -0.100073 1.335286 1.539314 0.251767 0.355790 0.7695 0.7536 0.3391 4.592192 3.353756
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.791388 9.161427 0.043880 -0.211546 0.597875 1.282477 0.901861 0.854432 0.7482 0.7602 0.3571 3.147711 2.624873
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.743174 10.222059 0.900298 0.397094 1.554920 1.265789 2.280433 1.134409 0.7468 0.7521 0.3632 3.972976 3.242505
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.193845 10.007033 -0.023591 -0.011192 2.849987 2.876716 0.213482 1.234972 0.7268 0.7531 0.3875 3.546039 2.888568
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.301129 10.313657 -0.014436 0.021567 1.656222 1.915806 1.287043 0.849508 0.7345 0.6883 0.4344 5.376004 3.914676
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.671358 10.122188 0.013667 0.137950 -1.016965 -0.226916 -0.254662 0.386282 0.8317 0.6753 0.5066 3.727564 2.803578
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.667972 11.764045 0.473286 1.206371 2.406114 1.576475 0.527508 0.500959 0.7372 0.7529 0.3806 2.059244 1.686060
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 29.015706 21.062125 23.818029 18.048132 3.003095 2.863274 9.324786 8.611221 0.0227 0.0226 0.0004 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 11.555207 10.682209 2.535306 -0.719919 1.616988 2.423553 -0.235827 0.723602 0.7471 0.7524 0.3950 4.762892 3.942423
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 75.057894 68.959674 16.281945 12.944516 6.592986 5.715997 13.889925 15.066901 0.0204 0.0201 0.0007 nan nan
2459839 RF_maintenance 100.00% - - - - - 19.415958 18.036785 38.905361 31.430217 2.527586 1.770498 18.873967 19.766930 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.922511 9.984268 -0.119789 -0.288826 1.808223 2.536685 0.444779 0.836207 0.7600 0.7016 0.4018 6.580772 5.338506
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0314 0.0317 0.0009 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.129556 0.035389 -0.404428 -0.087797 -0.148537 0.087338 -0.531358 0.183003 0.0311 0.0312 0.0009 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.119930 6.030624 6.152312 4.605768 3.326741 3.833003 5.690417 6.889872 0.0237 0.0235 0.0007 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.254411 11.756293 -0.202944 -0.441096 0.145136 -0.042105 -0.208456 1.021058 0.8084 0.5216 0.5840 4.578771 3.562093
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.293840 18.805289 42.843357 36.065268 6.638884 6.135119 15.736383 17.063723 0.0211 0.0209 0.0007 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.673280 12.110689 0.218918 -0.352662 2.436842 -0.171192 0.189662 1.303937 0.8074 0.5334 0.5654 6.790783 4.596110
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.218160 15.506743 0.000109 -0.275395 2.881206 1.431390 1.679626 2.186121 0.7667 0.6617 0.4121 35.035553 22.350227
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.488536 9.188533 -0.032083 -0.313139 2.050127 -0.141140 1.430899 2.525041 0.8017 0.5394 0.5484 4.578186 3.378252
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.831478 11.871588 0.406583 -0.001201 1.431135 0.709282 1.347805 0.462460 0.7673 0.6651 0.4104 11.436197 7.618471
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.066510 8.427223 0.536569 -0.092161 0.871691 0.679118 0.961996 3.058709 0.7933 0.5494 0.5233 6.474282 4.612829
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.789630 8.710529 0.026858 -0.419685 1.482777 0.899228 -0.015141 1.116562 0.7938 0.5584 0.5266 5.293341 4.865313
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.618815 11.252529 -0.022509 -0.236434 1.589202 2.565256 3.284808 2.395897 0.7382 0.7291 0.3600 12.697384 8.100683
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.571088 4.962658 0.736730 -0.269548 1.782601 0.179344 -0.165174 1.955274 0.7719 0.6303 0.4621 6.353631 5.422087
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.703575 7.614487 0.353594 -0.142058 1.535267 -0.069257 -0.587927 -0.685150 0.7918 0.5812 0.5139 5.460983 4.691915
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.637985 8.091595 0.246248 -0.264689 1.676658 0.327945 -0.016433 0.110516 0.7844 0.5927 0.5236 4.518257 3.836825
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.246222 11.469417 0.152872 -0.031847 5.457803 3.385039 1.849850 1.210246 0.7788 0.6844 0.4178 5.280610 4.342452
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.672745 6.422420 0.024441 -0.366244 0.759094 -0.356115 0.019205 -0.123598 0.7937 0.6314 0.5160 3.321809 2.913870
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.440527 8.222723 0.128244 -0.066921 1.739510 -0.076520 0.041431 1.374649 0.8390 0.5752 0.6048 3.271200 2.850943
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.678501 6.336392 0.215336 -0.103265 1.558218 0.607199 0.003176 0.996903 0.7874 0.6467 0.5232 3.275533 2.780819
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.116824 14.632540 -0.225881 -0.170593 6.925480 3.667649 2.206866 4.798288 0.8000 0.7225 0.3985 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 36: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 9.175553 7.905466 9.175553 -0.131726 0.063993 2.096212 1.262207 2.385333 0.411087

Antenna 36: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Temporal Variability 13.586348 11.803853 9.837569 -0.021966 -0.075139 13.586348 13.496680 0.898572 0.857780

Antenna 36: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 13.845085 13.120256 13.845085 0.694327 0.864798 2.444370 2.168556 2.300297 2.256698

Antenna 36: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.873059 8.155867 8.873059 -0.084809 -0.183563 1.610202 1.395180 2.015938 0.345126

Antenna 36: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Power inf 183.775046 187.044850 inf inf 3792.048149 3779.147529 16776.787258 16671.056045

Antenna 36: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 17.966731 17.483578 17.966731 0.842746 1.008243 1.827756 0.491361 0.850104 1.040309

Antenna 36: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 10.752211 9.982104 10.752211 0.849002 1.176072 2.313772 1.073651 1.597104 -0.086999

Antenna 36: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.972001 11.770929 12.972001 0.695105 1.036755 0.593612 0.147453 4.896971 1.056692

Antenna 36: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 7.512826 6.931949 7.512826 0.208081 0.098840 0.700731 0.029332 1.727930 1.240935

Antenna 36: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Temporal Discontinuties 14.053376 10.704856 11.326776 0.985549 1.293529 1.477756 0.863958 14.053376 3.035640

Antenna 36: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.448982 12.448982 11.864793 0.858494 0.674318 3.574514 5.331404 0.665335 3.142285

Antenna 36: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.530393 14.530393 12.901118 1.296933 0.991557 1.029112 2.443035 -0.368775 1.637008

Antenna 36: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 18.462764 18.462764 17.548939 0.119145 0.036730 2.737811 3.479603 3.154507 1.713714

Antenna 36: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.603479 14.603479 13.876696 0.600271 0.505541 0.579359 0.984662 0.062421 0.428837

Antenna 36: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 13.289750 12.545622 13.289750 0.808689 0.942205 4.418416 2.416892 0.348563 0.569188

Antenna 36: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.018715 9.933727 11.018715 0.793344 1.068991 2.408856 1.919293 -0.033492 0.116858

Antenna 36: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 17.600218 17.600218 15.998548 0.626383 0.461990 0.311550 1.520946 0.339101 1.063323

Antenna 36: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape 14.492245 14.298482 14.492245 0.539042 0.453894 1.899902 2.457172 1.109633 0.961099

Antenna 36: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 16.152142 16.152142 14.573125 1.211722 0.799232 0.996266 1.694226 1.896962 1.037172

Antenna 36: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.870346 11.870346 10.333174 0.683785 0.469956 0.037163 0.447918 2.441298 0.740446

Antenna 36: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 13.014050 11.690401 13.014050 0.619963 0.750285 1.412974 0.421232 0.261469 0.682543

Antenna 36: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.800719 14.800719 13.932980 0.887162 0.851410 2.212603 3.235887 1.631069 0.202479

Antenna 36: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 16.773215 15.169881 16.773215 -0.573742 0.894126 0.908044 0.744302 2.230939 0.917132

Antenna 36: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.123291 12.123291 10.802251 0.498599 0.161137 0.333021 0.724400 0.558871 0.345828

Antenna 36: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.817209 12.817209 9.243431 0.463237 -0.681730 1.796591 2.064196 -0.109778 0.071558

Antenna 36: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 9.089268 6.737148 9.089268 0.420242 0.514920 1.069311 0.931396 0.382363 0.245630

Antenna 36: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 9.842988 9.842988 7.306042 0.347522 -0.590080 1.118278 1.628816 0.007135 0.122877

Antenna 36: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.241231 8.241231 5.783831 0.477717 0.306265 1.130388 0.643031 0.494601 0.514272

Antenna 36: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.930102 6.467447 8.930102 0.258802 0.565062 1.116100 1.083081 0.401780 0.046378

Antenna 36: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.336733 9.681288 12.336733 3.041124 4.443893 3.449734 3.232757 6.686254 6.952385

Antenna 36: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.547688 12.547688 9.438150 0.268474 -0.575805 1.124383 0.840911 -0.075005 0.243882

Antenna 36: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.518046 11.361278 14.518046 -0.748641 0.232853 0.495966 0.679636 0.465646 0.447578

Antenna 36: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.565054 10.662426 14.565054 -0.404137 -0.016337 -0.243482 0.313249 0.414295 0.157122

Antenna 36: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.214019 8.338323 11.214019 -0.191187 0.042118 0.594540 0.402541 0.934878 0.421164

Antenna 36: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape 8.645750 8.201833 8.645750 -0.396085 -0.092569 0.155983 0.484518 -0.116255 0.322017

Antenna 36: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 9.501669 9.501669 7.825513 0.181968 -0.100073 1.335286 1.539314 0.251767 0.355790

Antenna 36: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 10.791388 10.791388 9.161427 0.043880 -0.211546 0.597875 1.282477 0.901861 0.854432

Antenna 36: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.743174 12.743174 10.222059 0.900298 0.397094 1.554920 1.265789 2.280433 1.134409

Antenna 36: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.193845 10.007033 12.193845 -0.011192 -0.023591 2.876716 2.849987 1.234972 0.213482

Antenna 36: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.301129 10.313657 12.301129 0.021567 -0.014436 1.915806 1.656222 0.849508 1.287043

Antenna 36: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.671358 12.671358 10.122188 0.013667 0.137950 -1.016965 -0.226916 -0.254662 0.386282

Antenna 36: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.667972 11.764045 14.667972 1.206371 0.473286 1.576475 2.406114 0.500959 0.527508

Antenna 36: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 29.015706 29.015706 21.062125 23.818029 18.048132 3.003095 2.863274 9.324786 8.611221

Antenna 36: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.555207 10.682209 11.555207 -0.719919 2.535306 2.423553 1.616988 0.723602 -0.235827

Antenna 36: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 75.057894 75.057894 68.959674 16.281945 12.944516 6.592986 5.715997 13.889925 15.066901

Antenna 36: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Power 38.905361 18.036785 19.415958 31.430217 38.905361 1.770498 2.527586 19.766930 18.873967

Antenna 36: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 13.922511 9.984268 13.922511 -0.288826 -0.119789 2.536685 1.808223 0.836207 0.444779

Antenna 36: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 1.129556 0.035389 1.129556 -0.087797 -0.404428 0.087338 -0.148537 0.183003 -0.531358

Antenna 36: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.119930 6.030624 8.119930 4.605768 6.152312 3.833003 3.326741 6.889872 5.690417

Antenna 36: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 16.254411 16.254411 11.756293 -0.202944 -0.441096 0.145136 -0.042105 -0.208456 1.021058

Antenna 36: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Power 42.843357 20.293840 18.805289 42.843357 36.065268 6.638884 6.135119 15.736383 17.063723

Antenna 36: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 15.673280 15.673280 12.110689 0.218918 -0.352662 2.436842 -0.171192 0.189662 1.303937

Antenna 36: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 21.218160 15.506743 21.218160 -0.275395 0.000109 1.431390 2.881206 2.186121 1.679626

Antenna 36: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 12.488536 9.188533 12.488536 -0.313139 -0.032083 -0.141140 2.050127 2.525041 1.430899

Antenna 36: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 15.831478 15.831478 11.871588 0.406583 -0.001201 1.431135 0.709282 1.347805 0.462460

Antenna 36: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.066510 8.427223 11.066510 -0.092161 0.536569 0.679118 0.871691 3.058709 0.961996

Antenna 36: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 10.789630 8.710529 10.789630 -0.419685 0.026858 0.899228 1.482777 1.116562 -0.015141

Antenna 36: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.618815 14.618815 11.252529 -0.022509 -0.236434 1.589202 2.565256 3.284808 2.395897

Antenna 36: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape 4.962658 4.962658 4.571088 -0.269548 0.736730 0.179344 1.782601 1.955274 -0.165174

Antenna 36: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.703575 8.703575 7.614487 0.353594 -0.142058 1.535267 -0.069257 -0.587927 -0.685150

Antenna 36: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 9.637985 8.091595 9.637985 -0.264689 0.246248 0.327945 1.676658 0.110516 -0.016433

Antenna 36: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 14.246222 14.246222 11.469417 0.152872 -0.031847 5.457803 3.385039 1.849850 1.210246

Antenna 36: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 8.672745 8.672745 6.422420 0.024441 -0.366244 0.759094 -0.356115 0.019205 -0.123598

Antenna 36: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 11.440527 8.222723 11.440527 -0.066921 0.128244 -0.076520 1.739510 1.374649 0.041431

Antenna 36: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 7.678501 6.336392 7.678501 -0.103265 0.215336 0.607199 1.558218 0.996903 0.003176

Antenna 36: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 36: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 17.116824 14.632540 17.116824 -0.170593 -0.225881 3.667649 6.925480 4.798288 2.206866
In [ ]: